
The second equality follows from [1]}, see also [2]}. Using \(\tau _b^2 \le \underline{\lambda }_H/2 \) , the bound will follow from the derivations for \(\Vert \hat{H}_b - H_n(\hat{\theta }_n)\Vert _F\)  given below.
